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Evaluation of a Fuzzy Logic Controller for Laser Thermal Therapy

机译:激光热治疗的模糊逻辑控制器的评估

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摘要

Laser thermal therapy (LTT) is a minimally invasive surgical technique used to destroy solid tumors while minimizing damage to adjacent normal tissues. Optical energy, delivered through fibers implanted into the target volume, raises tissue temperatures above 60℃ resulting in coagulative necrosis (thermal damage). Thermal damage volumes, however, can be irregular and unpredictable, resulting from dynamic changes in the tissue properties during treatment. A closed-loop feedback fuzzy logic controller for LTT was developed with the tissue treated as a "black-box" system. Preliminary testing was conducted for simulated LTT with a single spherically emitting source fiber at the center of 5 mm and 10 mm diameter target tissues. Dynamic changes in blood perfusion and tissue optical properties due to heating were incorporated into the LTT simulator. Input laser power was modulated to control the temperature field in an attempt to reach target temperatures at the source (90℃ to avoid tissue charring) and at the target boundary (55℃). In all simulations, thermal damage based on Arrhenius formulation (Ω = 1) was reached at the target boundary. The controller also responded efficiently to unexpected, rapid temperature changes.
机译:激光热疗(LTT)是一种微创外科手术技术,用于消灭实体瘤,同时最大程度地减少对相邻正常组织的损害。通过植入目标体积的纤维传递的光能使组织温度升高到60℃以上,从而导致凝结性坏死(热损伤)。然而,由于治疗过程中组织特性的动态变化,热损伤的体积可能是不规则的且不可预测的。开发了用于LTT的闭环反馈模糊逻辑控制器,并将组织视为“黑匣子”系统。对模拟的LTT进行了初步测试,其中单根球形发射源纤维位于目标组织5毫米和直径10毫米的中心。 LTT模拟器将由于加热引起的血液灌注动态变化和组织光学特性纳入其中。调制输入激光功率以控制温度场,以尝试达到光源(90℃,避免组织烧焦)和目标边界(55℃)的目标温度。在所有模拟中,都在目标边界达到了基于Arrhenius公式(Ω= 1)的热损伤。控制器还对意外的快速温度变化做出了有效响应。

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